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* Fix typos in docstrings and examples
* A few more fixes
* Fix ref for `center_ot_dual` function
* Another typo
* Fix titles formatting
* Explicit empty line after math blocks
* Typo: asymmetric
* Fix code cell formatting for 1D barycenters
* Empirical
* Fix indentation for references
* Fixed all WARNINGs about title formatting
* Fix empty lines after math blocks
* Fix whitespace line
* Update changelog
* Consistent Gromov-Wasserstein
* More Gromov-Wasserstein consistency
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Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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entropic_partial_wasserstein work with backend (#449)
* add test of partial_wasserstein with torch tensors
* WIP: differentiable ot.partial.partial_wasserstein
* change test of torch partial
* make partial_wasserstein2 work with torch
* test backward through ot.partial.partial_wasserstein2
* add test of entropic_partial_wasserstein with torch tensors
* make entropic_partial_wasserstein work with torch tensors
* add test of backward through entropic_partial_wasserstein
* rm unused import
* test partial_wasserstein with all backends
* tests of partial fcts: check if torch is available
* partial: check if marginals are empty arrays
* add tests when marginals are empty arrays and/or m=None
* add PR to RELEASES.md
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Co-authored-by: Antoine Collas <22830806+antoinecollas@users.noreply.github.com>
Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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* new API for OT solver
* use itertools for product of parameters
* add tests for result class
* add tests for result class
* add tests for result class last time?
* add sinkhorn
* make partial OT bckend compatible
* add TV as unbalanced flavor
* better tests
* make smoth backend compatible and add l2 tregularizatio to solve
* add reularizedd unbalanced
* add test for more complex attibutes
* add test for more complex attibutes
* add generic unbalaned solver and implement it for ot.solve
* add entropy to possible regularization
* star of documentation for ot.solv
* weird new pep8
* documenttaion for function ot.solve done
* pep8
* Update ot/solvers.py
Co-authored-by: Alexandre Gramfort <alexandre.gramfort@m4x.org>
* update release file
* Apply suggestions from code review
Co-authored-by: Alexandre Gramfort <alexandre.gramfort@m4x.org>
* add test NotImplemented
* pep8
* pep8gcmp pep8!
* compute kl in backend
* debug tensorflow kl backend
Co-authored-by: Alexandre Gramfort <alexandre.gramfort@m4x.org>
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* bugfix
* update refs partial OT
* fixes small typos in plot_partial_wass_and_gromov
* fix small bugs in partial.py
* update README
* pep8 bugfix
* modif doctest
* fix bugtests
* update on test_partial and test on the numerical precision on ot/partial
* resolve merge pb
* Delete partial.py
* update unbalanced: mm algo+plot
* update unbalanced: mm algo+plot
* update unbalanced: mm algo+plot
* update unbalanced: mm algo+plot
* update unbalanced: mm algo+plot
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* add test mm algo unbalanced OT
* update unbalanced: mm algo+plot
* update unbalanced: mm algo+plot
* update releases.md with new MM UOT algorithms
Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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* bregman docs
* sliced docs
* docs partial
* unbalanced docs
* stochastic docs
* plot docs
* datasets docs
* utils docs
* dr docs
* dr docs corrected
* smooth docs
* docs da
* pep8
* docs gromov
* more space after min and argmin
* docs lp
* bregman docs
* bregman docs mistake corrected
* pep8
Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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* bugfix
* update refs partial OT
* fixes small typos in plot_partial_wass_and_gromov
* fix small bugs in partial.py
* update README
* pep8 bugfix
* modif doctest
* fix bugtests
* update on test_partial and test on the numerical precision on ot/partial
* resolve merge pb
Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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